Pith Number

pith:CC7HM5ZW

pith:2024:CC7HM5ZWL77G3CQFPNSQSVU5SM

not attested not anchored not stored refs pending

Training Nonlinear Transformers for Chain-of-Thought Inference: A Theoretical Generalization Analysis

Hongkang Li, Meng Wang, Pin-Yu Chen, Songtao Lu, Xiaodong Cui

arxiv:2410.02167 v3 · 2024-10-03 · cs.LG · cs.CL

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\usepackage{pith}
\pithnumber{CC7HM5ZWL77G3CQFPNSQSVU5SM}

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Record completeness

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3 Author claim open · sign in to claim

4 Citations open

5 Replications open

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The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

1 paper in Pith

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Receipt and verification

First computed	2026-07-05T11:09:00.962370Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

10be7677365ffe6d8a057b6509569d933e80cdd5c9bb330816bf6ea7e32d2fa1

Aliases

arxiv: 2410.02167 · arxiv_version: 2410.02167v3 · doi: 10.48550/arxiv.2410.02167 · pith_short_12: CC7HM5ZWL77G · pith_short_16: CC7HM5ZWL77G3CQF · pith_short_8: CC7HM5ZW

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/CC7HM5ZWL77G3CQFPNSQSVU5SM \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 10be7677365ffe6d8a057b6509569d933e80cdd5c9bb330816bf6ea7e32d2fa1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "660f8758d3101a9527bdbfefe0fda0dab5cba4af0481f4a800abeac2725dd651",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-03T03:12:51Z",
    "title_canon_sha256": "ab69a708736eb3527a5224fb2f23b73687381c078b45afe46615c77711301d5f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.02167",
    "kind": "arxiv",
    "version": 3
  }
}